Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 20:03:43.222184 |
|---|---|
| Analysis finished | 2020-12-15 20:04:06.986719 |
| Duration | 23.76 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03617510703 |
|---|---|
| Minimum | -3.529962031 |
| Maximum | 2.903643112 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.529962031 |
|---|---|
| 5-th percentile | -1.565408941 |
| Q1 | -0.5924804365 |
| median | 0.04109809653 |
| Q3 | 0.7030744527 |
| 95-th percentile | 1.612154468 |
| Maximum | 2.903643112 |
| Range | 6.433605142 |
| Interquartile range (IQR) | 1.295554889 |
Descriptive statistics
| Standard deviation | 0.9685584744 |
|---|---|
| Coefficient of variation (CV) | 26.77417025 |
| Kurtosis | 0.04813013612 |
| Mean | 0.03617510703 |
| Median Absolute Deviation (MAD) | 0.6460248894 |
| Skewness | -0.07175880738 |
| Sum | 36.17510703 |
| Variance | 0.9381055183 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.2505525279 | 1 | 0.1% | |
| 0.2538302965 | 1 | 0.1% | |
| -1.548859495 | 1 | 0.1% | |
| 0.5841830108 | 1 | 0.1% | |
| -0.002602813862 | 1 | 0.1% | |
| 0.08815155155 | 1 | 0.1% | |
| -1.6031881 | 1 | 0.1% | |
| 1.344674464 | 1 | 0.1% | |
| -1.125108174 | 1 | 0.1% | |
| 0.07924931234 | 1 | 0.1% | |
| -1.017958976 | 1 | 0.1% | |
| 0.2054999094 | 1 | 0.1% | |
| 2.449875059 | 1 | 0.1% | |
| -0.5722911168 | 1 | 0.1% | |
| 1.293965433 | 1 | 0.1% | |
| -0.4177702777 | 1 | 0.1% | |
| -0.4343057297 | 1 | 0.1% | |
| 1.670482985 | 1 | 0.1% | |
| 0.8803250469 | 1 | 0.1% | |
| 0.3466681389 | 1 | 0.1% | |
| -1.014251004 | 1 | 0.1% | |
| -2.1965413 | 1 | 0.1% | |
| 0.4283049911 | 1 | 0.1% | |
| -0.5757280683 | 1 | 0.1% | |
| 0.7732579755 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.529962031 | 1 | 0.1% | |
| -3.058752778 | 1 | 0.1% | |
| -2.627886535 | 1 | 0.1% | |
| -2.613140267 | 1 | 0.1% | |
| -2.534286938 | 1 | 0.1% | |
| -2.480657101 | 1 | 0.1% | |
| -2.45419818 | 1 | 0.1% | |
| -2.418522458 | 1 | 0.1% | |
| -2.415589303 | 1 | 0.1% | |
| -2.393507054 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.903643112 | 1 | 0.1% | |
| 2.776438356 | 1 | 0.1% | |
| 2.661854412 | 1 | 0.1% | |
| 2.449875059 | 1 | 0.1% | |
| 2.396537096 | 1 | 0.1% | |
| 2.337656867 | 1 | 0.1% | |
| 2.328731146 | 1 | 0.1% | |
| 2.240951819 | 1 | 0.1% | |
| 2.232758849 | 1 | 0.1% | |
| 2.182798994 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02269071028 |
|---|---|
| Minimum | -3.454914175 |
| Maximum | 2.877431864 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.454914175 |
|---|---|
| 5-th percentile | -1.709996969 |
| Q1 | -0.6871900872 |
| median | 0.03488696419 |
| Q3 | 0.7218353737 |
| 95-th percentile | 1.7250739 |
| Maximum | 2.877431864 |
| Range | 6.332346039 |
| Interquartile range (IQR) | 1.409025461 |
Descriptive statistics
| Standard deviation | 1.036177197 |
|---|---|
| Coefficient of variation (CV) | 45.66526054 |
| Kurtosis | -0.1705912972 |
| Mean | 0.02269071028 |
| Median Absolute Deviation (MAD) | 0.7109283275 |
| Skewness | -0.07015982215 |
| Sum | 22.69071028 |
| Variance | 1.073663183 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.3813620569 | 1 | 0.1% | |
| -0.7628517815 | 1 | 0.1% | |
| 1.05003177 | 1 | 0.1% | |
| 0.03309344758 | 1 | 0.1% | |
| 0.3726242434 | 1 | 0.1% | |
| 0.886978945 | 1 | 0.1% | |
| -3.098319895 | 1 | 0.1% | |
| 1.568089075 | 1 | 0.1% | |
| 0.7718644711 | 1 | 0.1% | |
| -0.172100571 | 1 | 0.1% | |
| 0.9206104237 | 1 | 0.1% | |
| 1.531149783 | 1 | 0.1% | |
| -0.4406425539 | 1 | 0.1% | |
| -0.06221326102 | 1 | 0.1% | |
| -1.318254125 | 1 | 0.1% | |
| 0.3386643297 | 1 | 0.1% | |
| -0.1589741654 | 1 | 0.1% | |
| -0.02507032851 | 1 | 0.1% | |
| -1.398001378 | 1 | 0.1% | |
| -1.35662573 | 1 | 0.1% | |
| -0.6451639608 | 1 | 0.1% | |
| -0.6443092184 | 1 | 0.1% | |
| 1.903767145 | 1 | 0.1% | |
| -0.7940934906 | 1 | 0.1% | |
| 0.3983909785 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.454914175 | 1 | 0.1% | |
| -3.098319895 | 1 | 0.1% | |
| -2.836536043 | 1 | 0.1% | |
| -2.62841003 | 1 | 0.1% | |
| -2.605053055 | 1 | 0.1% | |
| -2.593616068 | 1 | 0.1% | |
| -2.527684917 | 1 | 0.1% | |
| -2.520260291 | 1 | 0.1% | |
| -2.421548717 | 1 | 0.1% | |
| -2.412450168 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.877431864 | 1 | 0.1% | |
| 2.74592915 | 1 | 0.1% | |
| 2.73332666 | 1 | 0.1% | |
| 2.712283475 | 1 | 0.1% | |
| 2.589343432 | 1 | 0.1% | |
| 2.527816583 | 1 | 0.1% | |
| 2.508684261 | 1 | 0.1% | |
| 2.454366829 | 1 | 0.1% | |
| 2.366139257 | 1 | 0.1% | |
| 2.347259878 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04000169062 |
|---|---|
| Minimum | -2.658544078 |
| Maximum | 2.904039628 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.658544078 |
|---|---|
| 5-th percentile | -1.62910889 |
| Q1 | -0.6363335221 |
| median | 0.03471042024 |
| Q3 | 0.7327370366 |
| 95-th percentile | 1.672010633 |
| Maximum | 2.904039628 |
| Range | 5.562583706 |
| Interquartile range (IQR) | 1.369070559 |
Descriptive statistics
| Standard deviation | 0.9848569606 |
|---|---|
| Coefficient of variation (CV) | 24.62038342 |
| Kurtosis | -0.2995433761 |
| Mean | 0.04000169062 |
| Median Absolute Deviation (MAD) | 0.6853682445 |
| Skewness | -0.007138712882 |
| Sum | 40.00169062 |
| Variance | 0.9699432329 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.5238132921 | 1 | 0.1% | |
| -1.515494671 | 1 | 0.1% | |
| -0.8829909363 | 1 | 0.1% | |
| 0.1520371695 | 1 | 0.1% | |
| -0.4419749608 | 1 | 0.1% | |
| 0.7662359484 | 1 | 0.1% | |
| -2.158303295 | 1 | 0.1% | |
| 1.725114228 | 1 | 0.1% | |
| -0.3622081515 | 1 | 0.1% | |
| -0.4900984038 | 1 | 0.1% | |
| 0.3181441026 | 1 | 0.1% | |
| -0.2156926565 | 1 | 0.1% | |
| -0.7578338167 | 1 | 0.1% | |
| -0.09451131565 | 1 | 0.1% | |
| -0.5400805613 | 1 | 0.1% | |
| -0.9626274409 | 1 | 0.1% | |
| 0.381689505 | 1 | 0.1% | |
| -0.5864798192 | 1 | 0.1% | |
| -0.7691770017 | 1 | 0.1% | |
| -1.693649608 | 1 | 0.1% | |
| -0.3654914782 | 1 | 0.1% | |
| -0.3028761208 | 1 | 0.1% | |
| 1.231638032 | 1 | 0.1% | |
| 0.6788488541 | 1 | 0.1% | |
| 0.1248070838 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.658544078 | 1 | 0.1% | |
| -2.46541856 | 1 | 0.1% | |
| -2.382924838 | 1 | 0.1% | |
| -2.370110088 | 1 | 0.1% | |
| -2.304846806 | 1 | 0.1% | |
| -2.300345151 | 1 | 0.1% | |
| -2.280544785 | 1 | 0.1% | |
| -2.265779556 | 1 | 0.1% | |
| -2.209202119 | 1 | 0.1% | |
| -2.158303295 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.904039628 | 1 | 0.1% | |
| 2.883586549 | 1 | 0.1% | |
| 2.605303775 | 1 | 0.1% | |
| 2.535169324 | 1 | 0.1% | |
| 2.517775973 | 1 | 0.1% | |
| 2.366457057 | 1 | 0.1% | |
| 2.339886013 | 1 | 0.1% | |
| 2.327078762 | 1 | 0.1% | |
| 2.30012181 | 1 | 0.1% | |
| 2.276504157 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.05686023266 |
|---|---|
| Minimum | -3.900279198 |
| Maximum | 3.718247323 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.900279198 |
|---|---|
| 5-th percentile | -1.750046242 |
| Q1 | -0.6994475426 |
| median | -0.06964331895 |
| Q3 | 0.6792935125 |
| 95-th percentile | 1.505627351 |
| Maximum | 3.718247323 |
| Range | 7.618526521 |
| Interquartile range (IQR) | 1.378741055 |
Descriptive statistics
| Standard deviation | 0.991279533 |
|---|---|
| Coefficient of variation (CV) | -17.43361725 |
| Kurtosis | 0.08084992251 |
| Mean | -0.05686023266 |
| Median Absolute Deviation (MAD) | 0.6861226757 |
| Skewness | -0.09002852965 |
| Sum | -56.86023266 |
| Variance | 0.9826351125 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.3683745372 | 1 | 0.1% | |
| -0.9586558402 | 1 | 0.1% | |
| -1.356316882 | 1 | 0.1% | |
| 0.2233810854 | 1 | 0.1% | |
| 0.7784445503 | 1 | 0.1% | |
| 0.177309193 | 1 | 0.1% | |
| 0.2396475104 | 1 | 0.1% | |
| -1.069018363 | 1 | 0.1% | |
| -0.2954143065 | 1 | 0.1% | |
| 1.090268706 | 1 | 0.1% | |
| 1.15263297 | 1 | 0.1% | |
| -0.03304428992 | 1 | 0.1% | |
| -0.7911865651 | 1 | 0.1% | |
| 1.24460022 | 1 | 0.1% | |
| 1.011104501 | 1 | 0.1% | |
| 1.120035897 | 1 | 0.1% | |
| -0.6847825334 | 1 | 0.1% | |
| 0.1076127119 | 1 | 0.1% | |
| -1.199291956 | 1 | 0.1% | |
| 1.505581725 | 1 | 0.1% | |
| 0.5156400297 | 1 | 0.1% | |
| 0.8789183493 | 1 | 0.1% | |
| 0.6156421448 | 1 | 0.1% | |
| 0.1837996936 | 1 | 0.1% | |
| -0.6751219982 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.900279198 | 1 | 0.1% | |
| -3.204283786 | 1 | 0.1% | |
| -3.008450236 | 1 | 0.1% | |
| -2.654545145 | 1 | 0.1% | |
| -2.630125298 | 1 | 0.1% | |
| -2.573807841 | 1 | 0.1% | |
| -2.499628756 | 1 | 0.1% | |
| -2.497120337 | 1 | 0.1% | |
| -2.408845238 | 1 | 0.1% | |
| -2.395587195 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.718247323 | 1 | 0.1% | |
| 2.726426071 | 1 | 0.1% | |
| 2.629752439 | 1 | 0.1% | |
| 2.591684392 | 1 | 0.1% | |
| 2.549128965 | 1 | 0.1% | |
| 2.395270417 | 1 | 0.1% | |
| 2.374622618 | 1 | 0.1% | |
| 2.161924559 | 1 | 0.1% | |
| 2.158364319 | 1 | 0.1% | |
| 2.138291986 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01753751986 |
|---|---|
| Minimum | -2.907909178 |
| Maximum | 3.47781797 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.907909178 |
|---|---|
| 5-th percentile | -1.696673528 |
| Q1 | -0.6758154613 |
| median | 0.02260265286 |
| Q3 | 0.6405664033 |
| 95-th percentile | 1.65036256 |
| Maximum | 3.47781797 |
| Range | 6.385727148 |
| Interquartile range (IQR) | 1.316381865 |
Descriptive statistics
| Standard deviation | 1.003263869 |
|---|---|
| Coefficient of variation (CV) | -57.20671321 |
| Kurtosis | 0.02247398775 |
| Mean | -0.01753751986 |
| Median Absolute Deviation (MAD) | 0.654687197 |
| Skewness | 0.002651006024 |
| Sum | -17.53751986 |
| Variance | 1.006538391 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.5621800332 | 1 | 0.1% | |
| -1.071799418 | 1 | 0.1% | |
| -0.03350022775 | 1 | 0.1% | |
| -0.1597173939 | 1 | 0.1% | |
| 0.9136737052 | 1 | 0.1% | |
| 0.4175997221 | 1 | 0.1% | |
| 0.6465172319 | 1 | 0.1% | |
| -0.3211659874 | 1 | 0.1% | |
| -0.4145209052 | 1 | 0.1% | |
| 0.338033026 | 1 | 0.1% | |
| -0.8957047114 | 1 | 0.1% | |
| -1.241154805 | 1 | 0.1% | |
| -0.2655505368 | 1 | 0.1% | |
| -0.802895107 | 1 | 0.1% | |
| 0.6243401698 | 1 | 0.1% | |
| 1.541314709 | 1 | 0.1% | |
| -2.390143286 | 1 | 0.1% | |
| 0.2357724856 | 1 | 0.1% | |
| -0.00609832727 | 1 | 0.1% | |
| -0.219938619 | 1 | 0.1% | |
| 0.1853526507 | 1 | 0.1% | |
| 0.1347108799 | 1 | 0.1% | |
| -0.8192661594 | 1 | 0.1% | |
| -0.6104216452 | 1 | 0.1% | |
| 1.152739721 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.907909178 | 1 | 0.1% | |
| -2.77726189 | 1 | 0.1% | |
| -2.731404065 | 1 | 0.1% | |
| -2.648747097 | 1 | 0.1% | |
| -2.532619148 | 1 | 0.1% | |
| -2.508025377 | 1 | 0.1% | |
| -2.465187834 | 1 | 0.1% | |
| -2.447788395 | 1 | 0.1% | |
| -2.434732709 | 1 | 0.1% | |
| -2.390143286 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.47781797 | 1 | 0.1% | |
| 2.968156072 | 1 | 0.1% | |
| 2.746854506 | 1 | 0.1% | |
| 2.722407053 | 1 | 0.1% | |
| 2.647367953 | 1 | 0.1% | |
| 2.564313949 | 1 | 0.1% | |
| 2.469651088 | 1 | 0.1% | |
| 2.449925935 | 1 | 0.1% | |
| 2.446805898 | 1 | 0.1% | |
| 2.322055482 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04592513521 |
|---|---|
| Minimum | -3.169120695 |
| Maximum | 3.135007727 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.169120695 |
|---|---|
| 5-th percentile | -1.644028261 |
| Q1 | -0.7165921184 |
| median | 0.07055769946 |
| Q3 | 0.7871155577 |
| 95-th percentile | 1.748240084 |
| Maximum | 3.135007727 |
| Range | 6.304128422 |
| Interquartile range (IQR) | 1.503707676 |
Descriptive statistics
| Standard deviation | 1.056446968 |
|---|---|
| Coefficient of variation (CV) | 23.00367681 |
| Kurtosis | -0.2118258732 |
| Mean | 0.04592513521 |
| Median Absolute Deviation (MAD) | 0.7422704837 |
| Skewness | 0.01068411069 |
| Sum | 45.92513521 |
| Variance | 1.116080196 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.6600840661 | 1 | 0.1% | |
| 1.768037519 | 1 | 0.1% | |
| -0.3513702678 | 1 | 0.1% | |
| -0.4751333374 | 1 | 0.1% | |
| -0.5424267911 | 1 | 0.1% | |
| -1.527366162 | 1 | 0.1% | |
| 0.1153996516 | 1 | 0.1% | |
| 0.6266996451 | 1 | 0.1% | |
| -0.9160434079 | 1 | 0.1% | |
| 0.6027740211 | 1 | 0.1% | |
| 0.03600544288 | 1 | 0.1% | |
| -0.4317408191 | 1 | 0.1% | |
| -0.9263970796 | 1 | 0.1% | |
| 1.027284153 | 1 | 0.1% | |
| -0.6764267978 | 1 | 0.1% | |
| -0.8103800555 | 1 | 0.1% | |
| 1.519675658 | 1 | 0.1% | |
| -1.891535504 | 1 | 0.1% | |
| -0.8169506876 | 1 | 0.1% | |
| -0.2324924954 | 1 | 0.1% | |
| 1.237629641 | 1 | 0.1% | |
| 0.4503581898 | 1 | 0.1% | |
| 0.5504327581 | 1 | 0.1% | |
| 1.242093733 | 1 | 0.1% | |
| 0.713993084 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.169120695 | 1 | 0.1% | |
| -2.873914332 | 1 | 0.1% | |
| -2.712411951 | 1 | 0.1% | |
| -2.644333545 | 1 | 0.1% | |
| -2.59212207 | 1 | 0.1% | |
| -2.572325009 | 1 | 0.1% | |
| -2.535318087 | 1 | 0.1% | |
| -2.533623043 | 1 | 0.1% | |
| -2.507665532 | 1 | 0.1% | |
| -2.331905041 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.135007727 | 1 | 0.1% | |
| 3.056941149 | 1 | 0.1% | |
| 3.049592274 | 1 | 0.1% | |
| 2.969453119 | 1 | 0.1% | |
| 2.727217688 | 1 | 0.1% | |
| 2.677477395 | 1 | 0.1% | |
| 2.653374075 | 1 | 0.1% | |
| 2.634740725 | 1 | 0.1% | |
| 2.491181115 | 1 | 0.1% | |
| 2.45478528 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02026970446 |
|---|---|
| Minimum | -2.808630984 |
| Maximum | 3.068605616 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.808630984 |
|---|---|
| 5-th percentile | -1.618317935 |
| Q1 | -0.7285149616 |
| median | -0.0361030851 |
| Q3 | 0.6584155156 |
| 95-th percentile | 1.666243705 |
| Maximum | 3.068605616 |
| Range | 5.8772366 |
| Interquartile range (IQR) | 1.386930477 |
Descriptive statistics
| Standard deviation | 1.002567874 |
|---|---|
| Coefficient of variation (CV) | -49.46139574 |
| Kurtosis | -0.1169608649 |
| Mean | -0.02026970446 |
| Median Absolute Deviation (MAD) | 0.6925788125 |
| Skewness | 0.1447236668 |
| Sum | -20.26970446 |
| Variance | 1.005142342 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.7261334206 | 1 | 0.1% | |
| -2.437615366 | 1 | 0.1% | |
| -2.676523123 | 1 | 0.1% | |
| 1.149980906 | 1 | 0.1% | |
| -1.616564651 | 1 | 0.1% | |
| -0.5716858883 | 1 | 0.1% | |
| 0.8531257439 | 1 | 0.1% | |
| -1.638316728 | 1 | 0.1% | |
| -0.80946034 | 1 | 0.1% | |
| -0.09177417984 | 1 | 0.1% | |
| 0.005109550068 | 1 | 0.1% | |
| -0.3327814224 | 1 | 0.1% | |
| -0.5089691704 | 1 | 0.1% | |
| -0.5631464749 | 1 | 0.1% | |
| -1.968596543 | 1 | 0.1% | |
| -0.1725400768 | 1 | 0.1% | |
| -0.2613695812 | 1 | 0.1% | |
| 0.5408517406 | 1 | 0.1% | |
| 0.770317865 | 1 | 0.1% | |
| 0.513674941 | 1 | 0.1% | |
| -1.056089255 | 1 | 0.1% | |
| 0.2397143864 | 1 | 0.1% | |
| -0.05874776656 | 1 | 0.1% | |
| -0.2823180345 | 1 | 0.1% | |
| 0.5820957551 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.808630984 | 1 | 0.1% | |
| -2.676523123 | 1 | 0.1% | |
| -2.486616922 | 1 | 0.1% | |
| -2.486532348 | 1 | 0.1% | |
| -2.452473493 | 1 | 0.1% | |
| -2.448854158 | 1 | 0.1% | |
| -2.437615366 | 1 | 0.1% | |
| -2.376653376 | 1 | 0.1% | |
| -2.316284264 | 1 | 0.1% | |
| -2.300143666 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.068605616 | 1 | 0.1% | |
| 3.004864076 | 1 | 0.1% | |
| 2.87406061 | 1 | 0.1% | |
| 2.777163155 | 1 | 0.1% | |
| 2.742267196 | 1 | 0.1% | |
| 2.722020782 | 1 | 0.1% | |
| 2.602549661 | 1 | 0.1% | |
| 2.493093392 | 1 | 0.1% | |
| 2.489361593 | 1 | 0.1% | |
| 2.475445087 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.003336859767 |
|---|---|
| Minimum | -2.857213454 |
| Maximum | 2.730076056 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.857213454 |
|---|---|
| 5-th percentile | -1.569695383 |
| Q1 | -0.6521426565 |
| median | -0.007780284704 |
| Q3 | 0.6104804795 |
| 95-th percentile | 1.664598059 |
| Maximum | 2.730076056 |
| Range | 5.58728951 |
| Interquartile range (IQR) | 1.262623136 |
Descriptive statistics
| Standard deviation | 0.9646646771 |
|---|---|
| Coefficient of variation (CV) | -289.0935623 |
| Kurtosis | 0.001637013441 |
| Mean | -0.003336859767 |
| Median Absolute Deviation (MAD) | 0.6390412541 |
| Skewness | 0.04651018394 |
| Sum | -3.336859767 |
| Variance | 0.9305779393 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.07100482684 | 1 | 0.1% | |
| 1.07176777 | 1 | 0.1% | |
| -1.19866003 | 1 | 0.1% | |
| -1.38202912 | 1 | 0.1% | |
| 0.06753256202 | 1 | 0.1% | |
| 0.5894541935 | 1 | 0.1% | |
| -0.8350382874 | 1 | 0.1% | |
| -1.485001162 | 1 | 0.1% | |
| 0.7521977427 | 1 | 0.1% | |
| -0.009277847914 | 1 | 0.1% | |
| 1.834165054 | 1 | 0.1% | |
| 1.606201403 | 1 | 0.1% | |
| 0.8872115512 | 1 | 0.1% | |
| -1.390989441 | 1 | 0.1% | |
| 0.4814819102 | 1 | 0.1% | |
| 0.1187984587 | 1 | 0.1% | |
| -0.429294895 | 1 | 0.1% | |
| -0.5504824229 | 1 | 0.1% | |
| 0.103880352 | 1 | 0.1% | |
| -1.290674547 | 1 | 0.1% | |
| 1.303202336 | 1 | 0.1% | |
| 1.150813529 | 1 | 0.1% | |
| -0.19869442 | 1 | 0.1% | |
| -0.3160067506 | 1 | 0.1% | |
| -0.2025221742 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.857213454 | 1 | 0.1% | |
| -2.822787412 | 1 | 0.1% | |
| -2.793209852 | 1 | 0.1% | |
| -2.581244649 | 1 | 0.1% | |
| -2.518018028 | 1 | 0.1% | |
| -2.464443014 | 1 | 0.1% | |
| -2.427943242 | 1 | 0.1% | |
| -2.326921094 | 1 | 0.1% | |
| -2.27438871 | 1 | 0.1% | |
| -2.23909235 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.730076056 | 1 | 0.1% | |
| 2.693120151 | 1 | 0.1% | |
| 2.553219647 | 1 | 0.1% | |
| 2.464518486 | 1 | 0.1% | |
| 2.425862942 | 1 | 0.1% | |
| 2.425112083 | 1 | 0.1% | |
| 2.413228445 | 1 | 0.1% | |
| 2.402718 | 1 | 0.1% | |
| 2.399620987 | 1 | 0.1% | |
| 2.327232063 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02444034464 |
|---|---|
| Minimum | -4.012536941 |
| Maximum | 3.233648569 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -4.012536941 |
|---|---|
| 5-th percentile | -1.773826408 |
| Q1 | -0.6976564022 |
| median | 0.008086757642 |
| Q3 | 0.6279008492 |
| 95-th percentile | 1.63227781 |
| Maximum | 3.233648569 |
| Range | 7.24618551 |
| Interquartile range (IQR) | 1.325557251 |
Descriptive statistics
| Standard deviation | 1.014931314 |
|---|---|
| Coefficient of variation (CV) | -41.52688227 |
| Kurtosis | 0.1136583604 |
| Mean | -0.02444034464 |
| Median Absolute Deviation (MAD) | 0.6828686427 |
| Skewness | -0.1209985335 |
| Sum | -24.44034464 |
| Variance | 1.030085573 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.04446737452 | 1 | 0.1% | |
| -0.1348674511 | 1 | 0.1% | |
| 0.4254456143 | 1 | 0.1% | |
| -0.1216798056 | 1 | 0.1% | |
| -1.316290957 | 1 | 0.1% | |
| -0.1695108138 | 1 | 0.1% | |
| 2.024208826 | 1 | 0.1% | |
| 0.6468026943 | 1 | 0.1% | |
| -2.225147001 | 1 | 0.1% | |
| -1.839104012 | 1 | 0.1% | |
| -0.2550730601 | 1 | 0.1% | |
| -0.3239609725 | 1 | 0.1% | |
| -1.752209191 | 1 | 0.1% | |
| 0.9938271133 | 1 | 0.1% | |
| -0.903067946 | 1 | 0.1% | |
| -1.083878445 | 1 | 0.1% | |
| -0.5055608547 | 1 | 0.1% | |
| -0.3892682687 | 1 | 0.1% | |
| -0.491913137 | 1 | 0.1% | |
| 0.9160693639 | 1 | 0.1% | |
| 0.7035983559 | 1 | 0.1% | |
| -1.044137319 | 1 | 0.1% | |
| -0.7497058082 | 1 | 0.1% | |
| -0.1127506098 | 1 | 0.1% | |
| -0.6556399672 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -4.012536941 | 1 | 0.1% | |
| -3.371288972 | 1 | 0.1% | |
| -3.178877855 | 1 | 0.1% | |
| -2.594433519 | 1 | 0.1% | |
| -2.592606965 | 1 | 0.1% | |
| -2.581949392 | 1 | 0.1% | |
| -2.526499942 | 1 | 0.1% | |
| -2.427509205 | 1 | 0.1% | |
| -2.398338608 | 1 | 0.1% | |
| -2.394628731 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.233648569 | 1 | 0.1% | |
| 3.194151836 | 1 | 0.1% | |
| 2.812240946 | 1 | 0.1% | |
| 2.643987878 | 1 | 0.1% | |
| 2.470267935 | 1 | 0.1% | |
| 2.453824873 | 1 | 0.1% | |
| 2.378628592 | 1 | 0.1% | |
| 2.365770382 | 1 | 0.1% | |
| 2.320660757 | 1 | 0.1% | |
| 2.286473596 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02137370559 |
|---|---|
| Minimum | -2.83227657 |
| Maximum | 3.828046539 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.83227657 |
|---|---|
| 5-th percentile | -1.577639182 |
| Q1 | -0.669830103 |
| median | 0.033783295 |
| Q3 | 0.6955293405 |
| 95-th percentile | 1.596559435 |
| Maximum | 3.828046539 |
| Range | 6.660323109 |
| Interquartile range (IQR) | 1.365359443 |
Descriptive statistics
| Standard deviation | 0.9789793307 |
|---|---|
| Coefficient of variation (CV) | 45.80297631 |
| Kurtosis | -0.05391121565 |
| Mean | 0.02137370559 |
| Median Absolute Deviation (MAD) | 0.6849220952 |
| Skewness | 0.005368658421 |
| Sum | 21.37370559 |
| Variance | 0.9584005299 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.2428237167 | 1 | 0.1% | |
| -1.703938154 | 1 | 0.1% | |
| 0.2608981642 | 1 | 0.1% | |
| -2.014552511 | 1 | 0.1% | |
| -0.1038807015 | 1 | 0.1% | |
| 0.7778578793 | 1 | 0.1% | |
| 1.057212345 | 1 | 0.1% | |
| -0.7893510437 | 1 | 0.1% | |
| 0.6457814996 | 1 | 0.1% | |
| 0.2850402707 | 1 | 0.1% | |
| 1.085940219 | 1 | 0.1% | |
| -0.9098446051 | 1 | 0.1% | |
| 2.613077538 | 1 | 0.1% | |
| 0.7086476443 | 1 | 0.1% | |
| 0.8603663357 | 1 | 0.1% | |
| 1.931496143 | 1 | 0.1% | |
| 0.2981962958 | 1 | 0.1% | |
| 1.280129694 | 1 | 0.1% | |
| 1.653429847 | 1 | 0.1% | |
| 0.829225132 | 1 | 0.1% | |
| 0.2597592185 | 1 | 0.1% | |
| 1.019970332 | 1 | 0.1% | |
| -0.04328883363 | 1 | 0.1% | |
| 1.131077942 | 1 | 0.1% | |
| 0.1021863162 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.83227657 | 1 | 0.1% | |
| -2.690664516 | 1 | 0.1% | |
| -2.616596576 | 1 | 0.1% | |
| -2.556311082 | 1 | 0.1% | |
| -2.503912923 | 1 | 0.1% | |
| -2.398607317 | 1 | 0.1% | |
| -2.329333239 | 1 | 0.1% | |
| -2.326036681 | 1 | 0.1% | |
| -2.243720823 | 1 | 0.1% | |
| -2.229358318 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.828046539 | 1 | 0.1% | |
| 3.173049974 | 1 | 0.1% | |
| 2.856958266 | 1 | 0.1% | |
| 2.613077538 | 1 | 0.1% | |
| 2.526025034 | 1 | 0.1% | |
| 2.489885302 | 1 | 0.1% | |
| 2.461801305 | 1 | 0.1% | |
| 2.345808539 | 1 | 0.1% | |
| 2.332404883 | 1 | 0.1% | |
| 2.222440256 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.299705 | 0.227769 | -0.523259 | 0.216849 | 0.752089 | 0.208055 | 0.608086 | 0.477166 | -0.713713 | -0.488187 | 0 |
| 1 | 1.344850 | -0.010369 | 0.403361 | -0.865860 | 0.512502 | -1.445484 | -0.826203 | 0.705370 | -0.615356 | 0.060613 | 0 |
| 2 | 0.254563 | 1.228461 | 0.881334 | -0.206295 | -2.508025 | -0.976975 | 0.171279 | 1.173059 | 0.707441 | -1.560685 | 1 |
| 3 | 0.188666 | -1.257114 | 1.964045 | -1.170420 | -0.980629 | 0.596999 | 0.612183 | 1.983529 | 2.030201 | -0.199010 | 1 |
| 4 | 2.159570 | -0.124614 | 0.160943 | 0.888493 | -0.035034 | 1.095719 | 1.067996 | 0.524197 | 0.274853 | 1.131078 | 1 |
| 5 | -0.662696 | -0.212086 | 1.487369 | 1.168802 | -1.917013 | 2.491181 | 0.383974 | 2.151849 | -1.861818 | 0.934686 | 1 |
| 6 | 0.885716 | 0.801123 | 0.335064 | 0.500606 | 1.003490 | 0.196168 | 0.032656 | 0.791382 | 0.223271 | 0.536132 | 1 |
| 7 | 1.870022 | -0.105476 | -0.150248 | 0.657041 | 0.625853 | -0.511580 | -0.582635 | 0.513593 | 0.810528 | 1.235631 | 1 |
| 8 | -0.622326 | -0.743988 | -0.362208 | 1.374686 | -1.479407 | 0.006283 | 0.835559 | 0.162654 | 1.058619 | 1.439914 | 1 |
| 9 | -1.238467 | -0.769899 | -1.977112 | -1.893776 | 0.060717 | 0.185895 | -0.748074 | -0.823459 | 1.612379 | -0.609236 | 0 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0.870396 | -2.146686 | 0.570218 | 0.506069 | 0.224685 | -0.507285 | -0.563498 | 1.578167 | 1.100574 | 0.269705 | 1 |
| 991 | 1.389649 | -1.045071 | 0.418597 | 0.438974 | 1.025976 | 0.777250 | 0.898177 | 0.227768 | -1.258696 | 0.221541 | 0 |
| 992 | 0.615953 | 1.995559 | -0.860948 | -0.914020 | -0.939549 | -0.028105 | -0.777112 | -0.140599 | -0.962313 | 0.811612 | 0 |
| 993 | 0.434189 | -0.976172 | 0.519469 | -1.718027 | -0.272151 | -0.093696 | -1.181706 | -0.931481 | 0.303233 | 0.658299 | 0 |
| 994 | 0.170295 | -1.390847 | -0.712622 | -0.496686 | 0.723026 | -1.052805 | 0.770318 | 1.575189 | 0.334055 | -0.083110 | 1 |
| 995 | -1.876332 | 1.408011 | -0.196015 | -1.763061 | 0.965247 | 0.271739 | -1.357227 | 0.278920 | 0.271092 | 0.822002 | 0 |
| 996 | -0.922602 | 0.190084 | -1.143667 | 1.271371 | 0.350559 | 0.429147 | -0.542396 | -0.587504 | -0.829507 | 0.130145 | 1 |
| 997 | 1.021257 | 0.041367 | 0.299969 | -0.502610 | -0.477634 | 0.409252 | -0.741730 | -0.674953 | 1.264211 | 0.467744 | 1 |
| 998 | -0.319059 | 0.358963 | -1.278271 | -1.360888 | -0.831132 | -2.086176 | -0.661727 | 0.617679 | 0.471934 | 0.176012 | 0 |
| 999 | -0.828987 | 0.787283 | -0.409236 | 0.117541 | -0.752035 | -0.633998 | -0.464423 | 0.267087 | -0.660229 | -0.181879 | 0 |